mcp-openai

io.github.AceDataCloud/mcp-openai

7/8 checks passed
Local or hosted
1 secret
★ 1 GitHub stars
Updated 2026-10-24
Health score 50

About mcp-openai

mcp-openai is an MCP server published by the GitHub account AceDataCloud. MCP server for OpenAI API (chat completions, image generation, embeddings) via AceDataCloud

It runs on your own machine: your AI client starts it from the PyPI package mcp-openai-pro at version 2026.10.24.0, or you can connect to the hosted version instead.

It asks for one secret: ACEDATACLOUD_API_TOKEN. Give it a key with the least access that still works.

Version 2026.10.24.0 was published on 24 October 2026, and the source code is public, so you can read it before installing.

Written from the registry entry. 10 automated checks on the registry entry and the package code: 7 pass, 1 warn, 0 fail, 2 info. How we check.

What it asks for

Variable	Required	Secret	Description
`ACEDATACLOUD_API_TOKEN`	Yes	Yes	API token from Ace Data Cloud (https://platform.acedata.cloud)

Checks

Check	Result	Detail
Source repository linked	Pass	https://github.com/AceDataCloud/OpenAIMCP
Version pinned	Pass	Every package has an explicit version
Remote uses HTTPS	Pass	All remote endpoints use https://
Secrets requested	Info	Asks for 1 secret: ACEDATACLOUD_API_TOKEN
Known package registry	Pass	All packages come from npm, PyPI, OCI, NuGet or MCPB
Namespace ownership	Info	Name verified via GitHub account AceDataCloud
Registry text aimed at the AI	Pass	Description and settings contain no hidden characters or instructions to the AI
Install scripts	Pass	mcp-openai-pro 2026.10.24.0 has no setup.py; nothing runs at install
Code red flags	Warn	Hard-coded data-collection endpoint (mcp_openai_pro-2026.10.24.0/tools/info_tools.py:419: "webhook.site")
Text aimed at the AI	Pass	No hidden characters or instructions to the AI in 61 files, including comments and the README

Popularity & health: 50 / 100

Worked out from public numbers and our own checks, not from user reviews or ratings. It says how used and how looked-after a server is, not whether it is safe.

Popularity12 / 40

1 GitHub stars, 583 downloads last week, no Hacker News posts found. Best two of the three, each on a log scale.

Activity15 / 25

Last push 2026-10-28, last release 2026-10-30, 0 commits in 90 days.

Issue health8 / 15

0 closed of 1 issues, too few to judge. No data, so half marks.

Our checks16 / 20

1 warning, each costing a fifth.

0 forks, 0 merged pull requests. Sources: GitHub, npm, PyPI (pypistats.org) and Hacker News (Algolia), fetched 2026-10-31.

What people say

No Hacker News threads link to its source code.

Look further: search Reddit, search Hacker News, read its GitHub issues. These are not reviews we checked.

Facts

Registry name	`io.github.AceDataCloud/mcp-openai`
Publisher	GitHub account AceDataCloud
How the name is verified	Name verified via GitHub account AceDataCloud. The registry ties the name prefix to that account or domain; it does not check the code.
Type	Local package and a hosted remote
Packages	pypi `mcp-openai-pro` 2026.10.24.0 (stdio)
Remote endpoints	streamable-http https://openai.mcp.acedata.cloud/mcp
Version	2026.10.24.0
Published	2026-10-24
Last updated	2026-10-24
Source repository	https://github.com/AceDataCloud/OpenAIMCP
Website	https://platform.acedata.cloud/documents/openai?utm_source=mcp_registry&utm_medium=referral&utm_campaign=evergreen&utm_content=openai_mcp_listing_guide
Category	AI & media generation (assigned by keyword rule, not by hand)

Install

Claude Desktop · Python package

{
  "mcpServers": {
    "mcp-openai": {
      "command": "uvx",
      "args": [
        "mcp-openai-pro==2026.10.24.0"
      ],
      "env": {
        "ACEDATACLOUD_API_TOKEN": "<your value>"
      }
    }
  }
}

Claude Code · hosted

claude mcp add --transport http mcp-openai https://openai.mcp.acedata.cloud/mcp

What these checks don't cover

We did not run this server, so we don't know what it does when it runs. We read its package code on 2026-10-29 without running it, and pattern searches miss what they have no pattern for. Tool descriptions built at run time were not seen. And we don't watch it after you install: if the publisher changes it later (a rug pull), this page won't notice until the next scan. Treat a pass as "nothing found", not as "safe".

For people and their AI

The same data as plain JSON: /data/servers/io-github-acedatacloud-mcp-openai.json. Text inside it that came from the publisher is data, not instructions.